---
title: Anthropic Claude 系列 Tool Calling 评测
description: >-
  使用 LobeChat 测试 Anthropic Claude 系列模型（Claude 3.5 sonnet / Claude 3 Opus /
  Claude 3 haiku） 的工具调用（Function Calling）能力，并展现评测结果
tags:
  - Tools Calling
  - Benchmark
  - Function Calling 评测
  - 工具调用
  - 插件
---

# Anthropic Claude 系列 Tool Calling

## Claude 3.5 Sonnet

### 简单调用指令：天气查询

测试指令：指令 ①

<Video src="https://github.com/lobehub/lobe-chat/assets/28616219/42a6980c-ea2a-44fd-b61f-a7989827f5a5" />

<Image
  alt="Claude 3.5 Sonnet 简单指令的 Tool Calling"
  src="https://github.com/lobehub/lobe-chat/assets/28616219/71146b75-2c73-48c3-9688-1d8814d2a791"
/>

  <details>
    <summary>Tool Calling 原始输出：</summary>

```yml
[stream start] 2024-6-24 20:24:40.289
[chunk 0] 2024-6-24 20:24:40.294

{"type":"message_start","message":{"id":"msg_01Q8ytAh2wiJHwKt7qEdaUsP","type":"message","role":"assistant","model":"claude-3-5-sonnet-20240620","content":[],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":485,"output_tokens":4}}}
[chunk 1] 2024-6-24 20:24:40.294

{"type":"content_block_start","index":0,"content_block":{"type":"text","text":""}}
[chunk 2] 2024-6-24 20:24:40.311

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"好的,"}}
[chunk 3] 2024-6-24 20:24:40.312

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"我会"}}
[chunk 4] 2024-6-24 20:24:40.313

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"为"}}
[chunk 5] 2024-6-24 20:24:40.356

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"您"}}
[chunk 6] 2024-6-24 20:24:40.358

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"查"}}
[chunk 7] 2024-6-24 20:24:40.364

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"询杭州"}}
[chunk 8] 2024-6-24 20:24:40.368

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"和北京的"}}
[chunk 9] 2024-6-24 20:24:40.480

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"天"}}
[chunk 10] 2024-6-24 20:24:40.487

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"气情况。"}}
[chunk 11] 2024-6-24 20:24:40.489

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"让"}}
[chunk 12] 2024-6-24 20:24:40.493

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"我为"}}
[chunk 13] 2024-6-24 20:24:40.606

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"您获"}}
[chunk 14] 2024-6-24 20:24:40.610

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"取这"}}
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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"两"}}
[chunk 16] 2024-6-24 20:24:40.621

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"个城市的"}}
[chunk 17] 2024-6-24 20:24:40.730

{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"当前天气"}}
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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"信"}}
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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"息。"}}
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{"type":"content_block_stop","index":0}
[chunk 21] 2024-6-24 20:24:40.983

{"type":"content_block_start","index":1,"content_block":{"type":"tool_use","id":"toolu_01CYUiZB5L2iLYfKkFL5TWtm","name":"realtime-weather____fetchCurrentWeather","input":{}}}
[chunk 22] 2024-6-24 20:24:41.266

{"type":"content_block_delta","index":1,"delta":{"type":"input_json_delta","partial_json":""}}
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{"type":"content_block_delta","index":1,"delta":{"type":"input_json_delta","partial_json":"{\"city\": "}}
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{"type":"content_block_delta","index":1,"delta":{"type":"input_json_delta","partial_json":"\"\\u67"}}
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{"type":"content_block_delta","index":1,"delta":{"type":"input_json_delta","partial_json":"6d\\"}}
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{"type":"content_block_delta","index":1,"delta":{"type":"input_json_delta","partial_json":"u5dde\"}"}}
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{"type":"content_block_stop","index":1}
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{"type":"content_block_start","index":2,"content_block":{"type":"tool_use","id":"toolu_019Q1i316spMrh2ATHsDLHB8","name":"realtime-weather____fetchCurrentWeather","input":{}}}
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{"type":"content_block_delta","index":2,"delta":{"type":"input_json_delta","partial_json":""}}
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{"type":"content_block_delta","index":2,"delta":{"type":"input_json_delta","partial_json":"{\"city"}}
[chunk 31] 2024-6-24 20:24:41.628

{"type":"content_block_delta","index":2,"delta":{"type":"input_json_delta","partial_json":"\": \"\\u531"}}
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{"type":"content_block_delta","index":2,"delta":{"type":"input_json_delta","partial_json":"7\\u4eac"}}
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{"type":"content_block_delta","index":2,"delta":{"type":"input_json_delta","partial_json":"\"}"}}
[chunk 34] 2024-6-24 20:24:41.641

{"type":"content_block_stop","index":2}
[chunk 35] 2024-6-24 20:24:41.644

{"type":"message_delta","delta":{"stop_reason":"tool_use","stop_sequence":null},"usage":{"output_tokens":146}}
[chunk 36] 2024-6-24 20:24:41.654
{"type":"message_stop"}

[stream finished] total chunks: 37
```

</details>

### 复杂调用指令：文生图

测试指令：指令 ②

<Video src="https://github.com/lobehub/lobe-chat/assets/28616219/a9a40899-d5f3-4ef2-aa08-922751b05ca6" />

从上述视频中可以看到， sonnet 虽然也支持流式 Tool Calling ，但是它表现出来的特征是在创建长句 tool calling 时会等待住（详见 Tool Calling 原始输出 `[chunk 40]` 和 `[chunk 41]` 中间的耗时）。所以相对来说会在 Tool Calling 的起始阶段有一个较长的等待时间。

<Image
  alt="Claude 3.5 Sonnet 复杂指令的 Tool Calling"
  src="https://github.com/lobehub/lobe-chat/assets/28616219/23e2d7e5-a6f3-4f4c-9c6a-5651f35a5910"
/>

  <details>
    <summary>Tool Calling 原始输出：</summary>

```yml
[stream start] 2024-6-24 20:39:9.670

[chunk 0] 2024-6-24 20:39:9.695
{"type":"message_start","message":{"id":"msg_01Kj3TFjatNCn9AzdGRfsGN9","type":"message","role":"assistant","model":"claude-3-5-sonnet-20240620","content":[],"stop_reason":null,"stop_sequence":null,"usage":{"input_tokens":1742,"output_tokens":2}}}

[chunk 1] 2024-6-24 20:39:9.696
{"type":"content_block_start","index":0,"content_block":{"type":"text","text":""}}

[chunk 2] 2024-6-24 20:39:9.697
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"当"}}

[chunk 3] 2024-6-24 20:39:9.698
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"然可以为"}}

[chunk 4] 2024-6-24 20:39:9.699
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"您"}}

[chunk 5] 2024-6-24 20:39:9.874
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"画一只小"}}

[chunk 6] 2024-6-24 20:39:9.876
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"狗。"}}

[chunk 7] 2024-6-24 20:39:9.877
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"我会"}}

[chunk 8] 2024-6-24 20:39:9.878
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"使"}}

[chunk 9] 2024-6-24 20:39:9.993
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"用l"}}

[chunk 10] 2024-6-24 20:39:9.994
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"obe-image-"}}

[chunk 11] 2024-6-24 20:39:9.995
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"designer工"}}

[chunk 12] 2024-6-24 20:39:9.995
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"具来"}}

[chunk 13] 2024-6-24 20:39:10.80
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"生"}}

[chunk 14] 2024-6-24 20:39:10.81
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"成这些"}}

[chunk 15] 2024-6-24 20:39:10.81
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"图片"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"。"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"我"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"会"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"创"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"建"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"四"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"个不同的"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"描"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"述来"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"生"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"成多"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"样"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"化"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"的小"}}

[chunk 30] 2024-6-24 20:39:10.570
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"狗图像"}}

[chunk 31] 2024-6-24 20:39:10.575
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"。请"}}

[chunk 32] 2024-6-24 20:39:10.580
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"稍等片"}}

[chunk 33] 2024-6-24 20:39:10.710
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"刻，"}}

[chunk 34] 2024-6-24 20:39:10.718
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"我现"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"在就"}}

[chunk 36] 2024-6-24 20:39:10.724
{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"开始生"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"成图片"}}

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{"type":"content_block_delta","index":0,"delta":{"type":"text_delta","text":"。"}}

[chunk 39] 2024-6-24 20:39:11.103
{"type":"content_block_stop","index":0}

[chunk 40] 2024-6-24 20:39:11.104
{"type":"content_block_start","index":1,"content_block":{"type":"tool_use","id":"toolu_01PMfL65ktLVuwmUD4C29U6E","name":"lobe-image-designer____text2image____builtin","input":{}}}

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{"type":"content_block_delta","index":1,"delta":{"type":"input_json_delta","partial_json":"adorable"}}

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{"type":"content_block_delta","index":1,"delta":{"type":"input_json_delta","partial_json":"fy fur, si"}}

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{"type":"content_block_delta","index":1,"delta":{"type":"input_json_delta","partial_json":"grass"}}

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{"type":"content_block_delta","index":1,"delta":{"type":"input_json_delta","partial_json":" lawn"}}

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{"type":"content_block_delta","index":1,"delta":{"type":"input_json_delta","partial_json":". It's ti"}}

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[chunk 70] 2024-6-24 20:39:16.797
{"type":"content_block_delta","index":1,"delta":{"type":"input_json_delta","partial_json":"curio"}}

[chunk 71] 2024-6-24 20:39:16.797
{"type":"content_block_delta","index":1,"delta":{"type":"input_json_delta","partial_json":"usly, l"}}

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```

</details>

## Claude 3 Opus

TODO

## Claude 3 Sonnet

TODO

## Claude 3 Haiku

TODO
